Automatic Generation of Chinese Short Product Titles for Mobile Display
This paper studies the problem of automatically extracting a short title from a manually written longer description of E-commerce products for display on mobile devices. It is a new extractive summarization problem on short text inputs, for which we propose a feature-enriched network model, combining three different categories of features in parallel. Experimental results show that our framework significantly outperforms several baselines by a substantial gain of 4.5%. Moreover, we produce an extractive summarization dataset for E-commerce short texts and will release it to the research community.
Code (1)
Tasks
Extractive SummarizationSimilar Papers 제목 키워드 기반
Product Title Refinement via Multi-Modal Generative Adversarial Learning
Nowadays, an increasing number of customers are in favor of using E-commerce Apps to browse and purchase products. Since merchants are usually inclined to employ redundant and over-informative product titles to attract c…
AttributeGenerative Adversarial Networkreinforcement-learningReinforcement Learning+1Generating E-Commerce Product Titles and Predicting their Quality
E-commerce platforms present products using titles that summarize product information. These titles cannot be created by hand, therefore an algorithmic solution is required. The task of automatically generating these tit…
Text GenerationMulti-Modal Generative Adversarial Network for Short Product Title Generation in Mobile E-Commerce
Nowadays, more and more customers browse and purchase products in favor of using mobile E-Commerce Apps such as Taobao and Amazon. Since merchants are usually inclined to describe redundant and over-informative product t…
AttributeGenerative Adversarial NetworkReinforcement LearningProduct Title Generation for Conversational Systems using BERT
Through recent advancements in speech technology and introduction of smart devices, such as Amazon Alexa and Google Home, increasing number of users are interacting with applications through voice. E-commerce companies t…
CREATE: A Benchmark for Chinese Short Video Retrieval and Title Generation
Previous works of video captioning aim to objectively describe the video's actual content, lack of subjective and attractive expression, limiting its practical application scenarios. Video titling is intended to achieve …
RetrievalVideo CaptioningVideo Retrieval